Domain Generalization via Model-Agnostic Learning of Semantic Features

29 October 2019

Qi Dou

Daniel Coelho De Castro

Konstantinos Kamnitsas

Ben Glocker

OOD

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Papers citing "Domain Generalization via Model-Agnostic Learning of Semantic Features"

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Title
Back-to-Bones: Rediscovering the Role of Backbones in Domain Generalization Simone Angarano Mauro Martini Francesco Salvetti Vittorio Mazzia Marcello Chiaberge OOD 107 12 0 02 Sep 2022
MultiMatch: Multi-task Learning for Semi-supervised Domain Generalization Lei Qi Hongpeng Yang Yinghuan Shi Xin Geng 98 14 0 11 Aug 2022
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration Ziqi Zhou Lei Qi Yinghuan Shi 112 36 0 08 Aug 2022
Label-Efficient Domain Generalization via Collaborative Exploration and Generalization Junkun Yuan Xu Ma Defang Chen Kun Kuang Leilei Gan Lanfen Lin 82 25 0 07 Aug 2022
Adaptive Domain Generalization via Online Disagreement Minimization Xinyu Zhang Ying-Cong Chen OOD 87 7 0 03 Aug 2022
Semantic Data Augmentation based Distance Metric Learning for Domain Generalization Mengzhu Wang Jianlong Yuan Qi Qian Zhibin Wang Hao Li 176 30 0 02 Aug 2022
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation Junyan Lyu Yiqi Zhang Yijin Huang Li Lin Pujin Cheng Xiaoying Tang MedIm 68 47 0 27 Jul 2022
Self-Distilled Vision Transformer for Domain Generalization M. Sultana Muzammal Naseer Muhammad Haris Khan Salman Khan Fahad Shahbaz Khan ViT 76 31 0 25 Jul 2022
Domain Decorrelation with Potential Energy Ranking Sen Pei Jiaxi Sun Richard Yi Da Xu Shiming Xiang Gaofeng Meng OOD 111 4 0 25 Jul 2022
Tackling Long-Tailed Category Distribution Under Domain Shifts Xiao Gu Yao Guo Zeju Li Jianing Qiu Qianming Dou Yuxuan Liu Benny Lo Guangxu Yang OOD 108 13 0 20 Jul 2022
Probable Domain Generalization via Quantile Risk Minimization Cian Eastwood Alexander Robey Shashank Singh Julius von Kügelgen Hamed Hassani George J. Pappas Bernhard Schölkopf OOD 121 67 0 20 Jul 2022
Generalizing to Unseen Domains with Wasserstein Distributional Robustness under Limited Source Knowledge Junchang Wang Liyan Xie Yao Xie Shao-Lun Huang Yang Li OOD 44 0 0 11 Jul 2022
Adaptive Fine-Grained Sketch-Based Image Retrieval A. Bhunia Aneeshan Sain Parth Shah Animesh Gupta Pinaki Nath Chowdhury Tao Xiang Yi-Zhe Song 131 21 0 04 Jul 2022
Unsupervised Cross-Domain Feature Extraction for Single Blood Cell Image Classification Raheleh Salehi Ario Sadafi A. Gruber P. Lienemann Nassir Navab Shadi Albarqouni Carsten Marr 58 14 0 01 Jul 2022
Online Reflective Learning for Robust Medical Image Segmentation Yuhao Huang Xin Yang Xiaoqiong Huang Jiamin Liang Xinrui Zhou Cheng Chen Haoran Dou Xindi Hu Yan Cao Dong Ni OOD 33 8 0 01 Jul 2022
vMFNet: Compositionality Meets Domain-generalised Segmentation Xiao Liu Spyridon Thermos Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris 96 12 0 29 Jun 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 133 37 0 29 Jun 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 116 2 0 16 Jun 2022
Pareto Invariant Risk Minimization: Towards Mitigating the Optimization Dilemma in Out-of-Distribution Generalization Yongqiang Chen Kaiwen Zhou Yatao Bian Binghui Xie Bing Wu ... Kaili Ma Han Yang P. Zhao Bo Han James Cheng OOD OODD 82 36 0 15 Jun 2022
Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites Jingyang Zhang Peng Xue Ran Gu Yuning Gu Mianxin Liu Yongsheng Pan Zhiming Cui Jiawei Huang Lei Ma Dinggang Shen CLL 82 8 0 14 Jun 2022
INDIGO: Intrinsic Multimodality for Domain Generalization Puneet Mangla Shivam Chandhok Milan Aggarwal V. Balasubramanian Balaji Krishnamurthy VLM 80 2 0 13 Jun 2022
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation Chong Chen Zeju Li Cheng Ouyang Matthew Sinclair Wenjia Bai Daniel Rueckert OOD 106 32 0 02 Jun 2022
FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation Haokun Chen A. Frikha Denis Krompass Jindong Gu Volker Tresp OOD 95 26 0 30 May 2022
Dynamic Domain Generalization Zhishu Sun Zhifeng Shen Luojun Lin Yuanlong Yu Zhifeng Yang Shicai Yang Weijie Chen OOD 72 19 0 27 May 2022
Understanding new tasks through the lens of training data via exponential tilting Subha Maity Mikhail Yurochkin Moulinath Banerjee Yuekai Sun 104 10 0 26 May 2022
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks Guangji Bai Ling-Hao Chen Liang Zhao OOD AI4TS AI4CE 86 31 0 21 May 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder Tiexin Qin Shiqi Wang Haoliang Li CML BDL 50 25 0 16 May 2022
Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation Ran Gu Jiangshan Lu Jingyang Zhang Wenhui Lei Xiaofan Zhang Guotai Wang Shaoting Zhang 72 2 0 13 May 2022
Test-time Fourier Style Calibration for Domain Generalization Xingchen Zhao Chang Liu Anthony Sicilia Seong Jae Hwang Yunong Fu TTA OOD 87 37 0 13 May 2022
SAN-Net: Learning Generalization to Unseen Sites for Stroke Lesion Segmentation with Self-Adaptive Normalization Weiyi Yu Zhizhong Huang Junping Zhang Hongming Shan OOD MedIm 72 27 0 09 May 2022
Localized Adversarial Domain Generalization Wei-wei Zhu Le Lu Jing Xiao Mei Han Jiebo Luo Adam P. Harrison OOD 113 23 0 09 May 2022
Hospital-Agnostic Image Representation Learning in Digital Pathology Milad Sikaroudi Shahryar Rahnamayan H. R. Tizhoosh OOD 55 8 0 05 Apr 2022
Semantic-Aware Domain Generalized Segmentation Duo Peng Yinjie Lei Munawar Hayat Yulan Guo Wen Li 92 105 0 02 Apr 2022
Causality Inspired Representation Learning for Domain Generalization Fangrui Lv Jian Liang Shuang Li Bin Zang Chi Harold Liu Ziteng Wang Di Liu CML OOD 122 176 0 27 Mar 2022
Compound Domain Generalization via Meta-Knowledge Encoding Chaoqi Chen Jiongcheng Li Xiaoguang Han Xiaoqing Liu Yizhou Yu AI4CE 97 60 0 24 Mar 2022
FAMLP: A Frequency-Aware MLP-Like Architecture For Domain Generalization Kecheng Zheng Yang Cao Kai Zhu Ruijing Zhao Zhengjun Zha 80 6 0 24 Mar 2022
Deep Frequency Filtering for Domain Generalization Shiqi Lin Zhizheng Zhang Zhipeng Huang Yan Lu Cuiling Lan ... Jiang Wang Zicheng Liu Amey Parulkar V. Navkal Zhibo Chen 104 51 0 23 Mar 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Junbum Cha Kyungjae Lee Sungrae Park Sanghyuk Chun OOD 118 138 0 21 Mar 2022
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning Xinyu Luo Jiaming Zhang Kailun Yang Alina Roitberg Kunyu Peng Rainer Stiefelhagen 55 9 0 19 Mar 2022
Domain Generalisation for Object Detection under Covariate and Concept Shift Karthik Seemakurthy E. Aptoula Charles Fox Petra Bosilj ObjD OOD 109 10 0 10 Mar 2022
Domain Generalization using Pretrained Models without Fine-tuning Ziyue Li Kan Ren Xinyang Jiang Yue Liu Haipeng Zhang Dongsheng Li VLM 94 38 0 09 Mar 2022
On Generalizing Beyond Domains in Cross-Domain Continual Learning Christian Simon M. Faraki Yi-Hsuan Tsai Xiang Yu S. Schulter Yumin Suh Mehrtash Harandi Manmohan Chandraker FedML OOD CLL 68 32 0 08 Mar 2022
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation Marvin Klingner Mouadh Ayache Tim Fingscheidt 54 14 0 02 Mar 2022
Learning Semantic Segmentation from Multiple Datasets with Label Shifts Dongwan Kim Yi-Hsuan Tsai Yumin Suh M. Faraki Sparsh Garg Manmohan Chandraker Bohyung Han 52 21 0 28 Feb 2022
On Modality Bias Recognition and Reduction Yangyang Guo Liqiang Nie Harry Cheng Zhiyong Cheng Mohan S. Kankanhalli A. Bimbo 75 28 0 25 Feb 2022
Learning to Generalize across Domains on Single Test Samples Zehao Xiao Xiantong Zhen Ling Shao Cees G. M. Snoek OOD 80 33 0 16 Feb 2022
Out-Of-Distribution Generalization on Graphs: A Survey Haoyang Li Xin Eric Wang Ziwei Zhang Wenwu Zhu OOD CML 125 102 0 16 Feb 2022
Improving Molecular Representation Learning with Metric Learning-enhanced Optimal Transport Fang Wu Nicolas Courty Shuting Jin Stan Z. Li OOD OT 90 10 0 13 Feb 2022
A Field of Experts Prior for Adapting Neural Networks at Test Time Neerav Karani G. Brunner Ertunc Erdil Simin Fei K. Tezcan K. Chaitanya E. Konukoglu OOD 57 2 0 10 Feb 2022
Gap Minimization for Knowledge Sharing and Transfer Boyu Wang Jorge Armando Mendez Mendez Changjian Shui Fan Zhou Di Wu Gezheng Xu Christian Gagné Eric Eaton 140 10 0 26 Jan 2022